Truth before confidence
Distinguish direct evidence, inference, contradiction, stale information and missing evidence.
Company
Intelligence is not authority.
AI can analyze, challenge and prepare work. It should not silently become the source of company policy, permissions or irreversible authority.
Govern before execution
Identity, permissions, policy, budget, risk and approval should be explicit.
Measure what happened
Predictions matter when the system later compares them with reality.
Decision hierarchy
Higher authority wins.
Law / regulation → hard company policy → identity / permission → budget → explicit human instruction → Decision Twin → AI recommendation.